diff --git a/ddl/db_partition_test.go b/ddl/db_partition_test.go
index 0b8e4adbba08b..895d81b8b2cb7 100644
--- a/ddl/db_partition_test.go
+++ b/ddl/db_partition_test.go
@@ -505,6 +505,22 @@ create table log_message_1 (
 				"partition p1 values less than ('G'));",
 			ddl.ErrRangeNotIncreasing,
 		},
+		{
+			"CREATE TABLE t1(c0 INT) PARTITION BY HASH((NOT c0)) PARTITIONS 2;",
+			ddl.ErrPartitionFunctionIsNotAllowed,
+		},
+		{
+			"CREATE TABLE t1(c0 INT) PARTITION BY HASH((!c0)) PARTITIONS 2;",
+			ddl.ErrPartitionFunctionIsNotAllowed,
+		},
+		{
+			"CREATE TABLE t1(c0 INT) PARTITION BY LIST((NOT c0)) (partition p0 values in (0), partition p1 values in (1));",
+			ddl.ErrPartitionFunctionIsNotAllowed,
+		},
+		{
+			"CREATE TABLE t1(c0 INT) PARTITION BY LIST((!c0)) (partition p0 values in (0), partition p1 values in (1));",
+			ddl.ErrPartitionFunctionIsNotAllowed,
+		},
 	}
 	for i, t := range cases {
 		_, err := tk.Exec(t.sql)
diff --git a/ddl/partition.go b/ddl/partition.go
index f047d1daf8456..2ac0e41e00412 100644
--- a/ddl/partition.go
+++ b/ddl/partition.go
@@ -30,7 +30,6 @@ import (
 	"github.com/pingcap/parser/format"
 	"github.com/pingcap/parser/model"
 	"github.com/pingcap/parser/mysql"
-	"github.com/pingcap/parser/opcode"
 	"github.com/pingcap/tidb/ddl/placement"
 	"github.com/pingcap/tidb/ddl/util"
 	"github.com/pingcap/tidb/domain/infosync"
@@ -43,6 +42,7 @@ import (
 	"github.com/pingcap/tidb/table"
 	"github.com/pingcap/tidb/tablecodec"
 	"github.com/pingcap/tidb/types"
+	driver "github.com/pingcap/tidb/types/parser_driver"
 	tidbutil "github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/chunk"
 	"github.com/pingcap/tidb/util/collate"
@@ -384,7 +384,7 @@ func buildHashPartitionDefinitions(_ sessionctx.Context, defs []*ast.PartitionDe
 
 func buildListPartitionDefinitions(ctx sessionctx.Context, defs []*ast.PartitionDefinition, tbInfo *model.TableInfo) ([]model.PartitionDefinition, error) {
 	definitions := make([]model.PartitionDefinition, 0, len(defs))
-	exprChecker := newPartitionExprChecker(ctx, nil, checkPartitionExprAllowed, checkPartitionExprFuncAllowed)
+	exprChecker := newPartitionExprChecker(ctx, nil, checkPartitionExprAllowed)
 	for _, def := range defs {
 		if err := def.Clause.Validate(model.PartitionTypeList, len(tbInfo.Partition.Columns)); err != nil {
 			return nil, err
@@ -448,7 +448,7 @@ func collectColumnsType(tbInfo *model.TableInfo) []types.FieldType {
 
 func buildRangePartitionDefinitions(ctx sessionctx.Context, defs []*ast.PartitionDefinition, tbInfo *model.TableInfo) ([]model.PartitionDefinition, error) {
 	definitions := make([]model.PartitionDefinition, 0, len(defs))
-	exprChecker := newPartitionExprChecker(ctx, nil, checkPartitionExprAllowed, checkPartitionExprFuncAllowed)
+	exprChecker := newPartitionExprChecker(ctx, nil, checkPartitionExprAllowed)
 	for _, def := range defs {
 		if err := def.Clause.Validate(model.PartitionTypeRange, len(tbInfo.Partition.Columns)); err != nil {
 			return nil, err
@@ -595,7 +595,7 @@ func checkPartitionFuncValid(ctx sessionctx.Context, tblInfo *model.TableInfo, e
 	if expr == nil {
 		return nil
 	}
-	exprChecker := newPartitionExprChecker(ctx, tblInfo, checkPartitionExprArgs, checkPartitionExprAllowed, checkPartitionExprFuncAllowed)
+	exprChecker := newPartitionExprChecker(ctx, tblInfo, checkPartitionExprArgs, checkPartitionExprAllowed)
 	expr.Accept(exprChecker)
 	if exprChecker.err != nil {
 		return errors.Trace(exprChecker.err)
@@ -1707,37 +1707,20 @@ func (p *partitionExprChecker) extractColumns(_ sessionctx.Context, _ *model.Tab
 
 func checkPartitionExprAllowed(_ sessionctx.Context, _ *model.TableInfo, e ast.ExprNode) error {
 	switch v := e.(type) {
-	case *ast.FuncCastExpr, *ast.CaseExpr, *ast.SubqueryExpr, *ast.WindowFuncExpr, *ast.RowExpr, *ast.DefaultExpr, *ast.ValuesExpr,
-		*ast.SetCollationExpr:
-		return errors.Trace(ErrPartitionFunctionIsNotAllowed)
+	case *ast.FuncCallExpr:
+		if _, ok := expression.AllowedPartitionFuncMap[v.FnName.L]; ok {
+			return nil
+		}
 	case *ast.BinaryOperationExpr:
-		// The DIV operator (opcode.IntDiv) is also supported; the / operator ( opcode.Div ) is not permitted.
-		// see https://dev.mysql.com/doc/refman/5.7/en/partitioning-limitations.html
-		switch v.Op {
-		case opcode.Or, opcode.And, opcode.Xor, opcode.LeftShift, opcode.RightShift, opcode.BitNeg, opcode.Div:
-			return errors.Trace(ErrPartitionFunctionIsNotAllowed)
+		if _, ok := expression.AllowedPartition4BinaryOpMap[v.Op]; ok {
+			return nil
 		}
 	case *ast.UnaryOperationExpr:
-		if v.Op == opcode.BitNeg {
-			return errors.Trace(ErrPartitionFunctionIsNotAllowed)
+		if _, ok := expression.AllowedPartition4UnaryOpMap[v.Op]; ok {
+			return nil
 		}
-	}
-	return nil
-}
-
-func checkPartitionExprFuncAllowed(_ sessionctx.Context, _ *model.TableInfo, e ast.ExprNode) error {
-	expr, ok := e.(*ast.FuncCallExpr)
-	if !ok {
-		return nil
-	}
-	allowedFuncMap := map[string]struct{}{
-		ast.ToDays: {}, ast.ToSeconds: {}, ast.DayOfMonth: {}, ast.Month: {}, ast.DayOfYear: {},
-		ast.Quarter: {}, ast.YearWeek: {}, ast.Year: {}, ast.Weekday: {}, ast.DayOfWeek: {}, ast.Day: {},
-		ast.Hour: {}, ast.Minute: {}, ast.Second: {}, ast.TimeToSec: {}, ast.MicroSecond: {},
-		ast.UnixTimestamp: {}, ast.FromDays: {}, ast.Extract: {}, ast.Abs: {}, ast.Ceiling: {},
-		ast.DateDiff: {}, ast.Floor: {}, ast.Mod: {},
-	}
-	if _, ok := allowedFuncMap[expr.FnName.L]; ok {
+	case *ast.ColumnNameExpr, *ast.ParenthesesExpr, *driver.ValueExpr, *ast.MaxValueExpr,
+		*ast.TimeUnitExpr:
 		return nil
 	}
 	return errors.Trace(ErrPartitionFunctionIsNotAllowed)
diff --git a/expression/function_traits.go b/expression/function_traits.go
index d0d9d62910be1..7bf2730a6f360 100644
--- a/expression/function_traits.go
+++ b/expression/function_traits.go
@@ -15,6 +15,7 @@ package expression
 
 import (
 	"github.com/pingcap/parser/ast"
+	"github.com/pingcap/parser/opcode"
 )
 
 // UnCacheableFunctions stores functions which can not be cached to plan cache.
@@ -133,6 +134,50 @@ var DeferredFunctions = map[string]struct{}{
 	ast.UTCDate:          {},
 }
 
+// AllowedPartitionFuncMap stores functions which can be used in the partition expression.
+var AllowedPartitionFuncMap = map[string]struct{}{
+	ast.ToDays:        {},
+	ast.ToSeconds:     {},
+	ast.DayOfMonth:    {},
+	ast.Month:         {},
+	ast.DayOfYear:     {},
+	ast.Quarter:       {},
+	ast.YearWeek:      {},
+	ast.Year:          {},
+	ast.Weekday:       {},
+	ast.DayOfWeek:     {},
+	ast.Day:           {},
+	ast.Hour:          {},
+	ast.Minute:        {},
+	ast.Second:        {},
+	ast.TimeToSec:     {},
+	ast.MicroSecond:   {},
+	ast.UnixTimestamp: {},
+	ast.FromDays:      {},
+	ast.Extract:       {},
+	ast.Abs:           {},
+	ast.Ceiling:       {},
+	ast.DateDiff:      {},
+	ast.Floor:         {},
+	ast.Mod:           {},
+}
+
+// AllowedPartition4BinaryOpMap store the operator for Binary Expr
+// See https://dev.mysql.com/doc/refman/5.7/en/partitioning-limitations.html for more details
+var AllowedPartition4BinaryOpMap = map[opcode.Op]struct{}{
+	opcode.Plus:   {},
+	opcode.Minus:  {},
+	opcode.Mul:    {},
+	opcode.IntDiv: {},
+	opcode.Mod:    {},
+}
+
+// AllowedPartition4UnaryOpMap store the operator for Unary Expr
+var AllowedPartition4UnaryOpMap = map[opcode.Op]struct{}{
+	opcode.Plus:  {},
+	opcode.Minus: {},
+}
+
 // inequalFunctions stores functions which cannot be propagated from column equal condition.
 var inequalFunctions = map[string]struct{}{
 	ast.IsNull: {},